kitbransby

BackMix

'BackMix: Mitigating Shortcut Learning in Echocardiography with Minimal Supervision' (MICCAI, 2024)

class-incremental-learning-echo

Under review at MICCAI workshop ASMUS

Joint_Graph_Segmentation

Novel architecture for graph segmentation networks which leverage the benefits of both dense- and point- based algorithms to improve segmentation accuracy while maintaining anatomical plausibility

kitbransby.github.io

Localised-Elastic-Deformation

Elastic Deformation that is localised to a specific position on a segmentation mask. Enables smooth augmentation by enlarging or reducing size of segmentation area without distorting nearby pixels

Neural_Mean_Discrepancy

Implementation of 'Neural Mean Discrepancy for Efficient Out-of-Distribution Detection' (CVPR, 2022)

POLYCORE

Polygon-based Contour Refiner (POLYCORE): a method that addresses topological error using the relational inductive bias of graph networks while also optimising for pixel level accuracy using vector field refinement.

kitbransby/Joint_Graph_Segmentation

Novel architecture for graph segmentation networks which leverage the benefits of both dense- and point- based algorithms to improve segmentation accuracy while maintaining anatomical plausibility

kitbransby/Localised-Elastic-Deformation

Elastic Deformation that is localised to a specific position on a segmentation mask. Enables smooth augmentation by enlarging or reducing size of segmentation area without distorting nearby pixels

kitbransby/BackMix

'BackMix: Mitigating Shortcut Learning in Echocardiography with Minimal Supervision' (MICCAI, 2024)

kitbransby/class-incremental-learning-echo

Under review at MICCAI workshop ASMUS

kitbransby/Neural_Mean_Discrepancy

Implementation of 'Neural Mean Discrepancy for Efficient Out-of-Distribution Detection' (CVPR, 2022)

kitbransby/kitbransby.github.io

kitbransby/POLYCORE

Polygon-based Contour Refiner (POLYCORE): a method that addresses topological error using the relational inductive bias of graph networks while also optimising for pixel level accuracy using vector field refinement.